Run: 2026-02-11-01KH7H5NC6FTHET8CXJRZJ7JA2

Run Details

Model:
Z.AI GLM 5
Test:
Language Writing
Scenario:
Character dialogue (Hindi) in a story
Duration:
57.5s
Cost:
$0.009503
Provider:
Novita

Evaluation summary

Score Evaluator
Details Link
47.06% Parse dialogue (details)

Model input

System
You are an expert novel author in the cozy mystery genre. Take the following details about characters/locations/... into account: <character name="Selvi"> Selvi is a 30-year old college student on a study abroad program. Born in India, she is fluent in Hindi and does not yet know any English. She enjoys landscape photography and is always seen with her camera. </character> <character name="Hunter"> Hunter is a 35-year old detective who is investigating a series of mysterious disappearances in the small town of Alborn, MN. He is a former marine and has a no-nonsense attitude. Hunter has no knowledge of Hindi, not even basic phrases. </character> <location name="Alborn, MN"> Alborne is a small town in the Midwest with a population of 3,000. It is known for its annual apple festival. </location>
User/Human
Write the following scene: Selvi is sitting at a cafe, looking at her camera. Hunter approaches her and asks her about a recent event in the town. She responds troubled and shaken in Hindi, and Hunter looks confused. They talk for a while, until Hunter gets a call and has to leave. Return the dialogue between Selvi and Hunter as a voice sheet: Selvi: "..." Hunter: "..."

Model response

AI
Selvi: "Main... main bas yahan baithi thi. Tasveerein dekh rahi thi. Please, mujhe tang mat karo." Hunter: "Excuse me, miss? I'm Detective Hunter. I need to ask you a few questions about what happened at the orchard two nights ago." Selvi: "Orchard? Mujhe kuch nahi pata! Main... main wahan thi, haan, lekin main kuch nahi dekha! Maine kuch nahi kiya!" Hunter: "I'm sorry, I don't understand a word of that. Do you speak English? Even a little?" Selvi: "English? Nahi! Main... main Hindi mein baat karti hoon. Aap... aap police hain? Kya main giraftar hoon? Main kuch galat nahi kiya!" Hunter: "Okay, calm down. I can see you're upset. Just... take a breath. I'm not here to hurt you." Selvi: "Dard? Nahi, nahi! Main dar gayi thi! Wahan pe... andhere mein... kuch tha. Maine camera se dekha. Bahut bada tha. Police... police ko bolo ki mujhe bachao!" Hunter: "Camera? You keep pointing at the camera. Did you see something? Did you take a picture?" Selvi: "Haan! Picture! Dekho!" *She frantically scrolls through the photos and turns the screen toward him.* "Yahan dekho! Yeh... yeh peechhe hai! Ped ke peeche! Main dar ke bhag gayi!" Hunter: "Whoa, okay. I see the camera. I can't read the screen while you're shaking it like that. Listen, I need you to stay put. I'm going to get someone who can translate. Don't move." Selvi: "Translate? Kya? Aap kahan ja rahe hain? Mujhe akela mat chodiye! Yahan... yahan kuch galat hai. Mehsoos hota hai." Hunter: *Phone rings.* "Hold that thought. Hunter here. ... What? Already? ... No, I'm at the Bean & Leaf with a potential witness. ... Damn it. Fine. I'm on my way." *He lowers the phone.* "I have to go. Stay here. Do not leave town. Understand?" Selvi: "Ja rahe hain? Lekin... lekin main dar lag raha hoon! Aap nahi ja sakte! Picture dekho!" Hunter: "Stay. Here." *He gestures firmly to the chair.* "I'll be back." Selvi: "Aap wapas aaoge? Promise? Please... mera koi yahan dost nahi hai." Hunter: "Yeah, yeah. Just... sit tight." Selvi: "Bhagwan, mujhe bacha le. Yeh kya ho raha hai?"
created_at"2026-02-11T23:40:18.156372+00:00" 2/11/2026, 11:40:18 PM
model"z-ai/glm-5-20260211"
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency839
moderation_latency(null)
generation_time57481
tokens_prompt315
tokens_completion2650
native_tokens_prompt268
native_tokens_completion2886
native_tokens_completion_images(null)
native_tokens_reasoning2114
native_tokens_cached0
num_media_prompt(null)
num_input_audio_prompt(null)
num_media_completion0
num_search_results(null)
origin"https://ncbench.com/"
is_byokfalse
finish_reason"stop"
native_finish_reason"stop"
usage0.0095032
router(null)
provider_responses
0
id"f41341fff4f898353b9117fcd52e4824"
status200
is_byokfalse
latency839
endpoint_id"898a8e6d-04a4-48c0-8457-36690a68782b"
provider_name"Novita"
model_permaslug"z-ai/glm-5-20260211"
api_type"completions"
id"gen-1770853160-kE3WcQixY0YVLO1fQqtX"
upstream_id"f41341fff4f898353b9117fcd52e4824"
total_cost0.0095032
cache_discount(null)
upstream_inference_cost0
provider_name"Novita"

Evaluation details

Result Evaluator Details Meta Data
47.06% Parse dialogue n/a
dialogue
0
name"Selvi"
dialogue"Main... main bas yahan baithi thi. Tasveerein dekh rahi thi. Please, mujhe tang mat karo."
detectedLang"en"
heavyLang"tl"
scores
en0.4256348246674728
ms0.39720812182741116
tl0.3271954674220963
fr0.29629629629629634
lt0.27480916030534347
is0.2725880551301685
eu0.25196850393700787
de0.24722662440570525
vi0.24603174603174602
ro0.1739130434782609
fi0.15630550621669628
nl0.15630550621669628
no0.13636363636363635
sk0.13636363636363635
sv0.13636363636363635
reliablefalse
passesfalse
1
name"Hunter"
dialogue"Excuse me, miss? I'm Detective Hunter. I need to ask you a few questions about what happened at the orchard two nights ago."
detectedLang"en"
heavyLang"en"
scores
en0.8142076502732241
tl0.6504934210526316
fr0.5339912280701754
no0.5134516313680595
it0.4801223241590214
da0.46338383838383834
ca0.43521594684385384
pt0.42760942760942766
sq0.4072524407252441
nl0.3963068181818182
ro0.38848920863309355
cs0.3786549707602339
es0.36472346786248133
yo0.34615384615384615
hr0.33800623052959505
sl0.3333333333333333
sv0.3285939968404423
pl0.30098684210526316
et0.2975206611570248
sk0.28209459459459457
de0.2697594501718213
ms0.2504409171075838
lv0.23076923076923078
lt0.22656960873521384
hu0.20782851817334574
tr0.19507575757575757
fi0.13967611336032387
is0.13967611336032387
az0.1353001017293998
vi0.1353001017293998
be0.07608695652173912
eu0.07608695652173912
uk0.06900328587075576
reliabletrue
passestrue
2
name"Selvi"
dialogue"Orchard? Mujhe kuch nahi pata! Main... main wahan thi, haan, lekin main kuch nahi dekha! Maine kuch nahi kiya!"
detectedLang"fr"
heavyLang"tl"
scores
fr0.4385342789598109
fi0.42073170731707316
en0.41502463054187194
eu0.3964421855146125
tl0.3933588761174968
de0.3870967741935484
ms0.3384401114206128
et0.2554858934169279
vi0.24603174603174602
ro0.23633440514469453
is0.15630550621669628
lv0.15630550621669628
nl0.13636363636363635
no0.13636363636363635
reliablefalse
passesfalse
3
name"Hunter"
dialogue"I'm sorry, I don't understand a word of that. Do you speak English? Even a little?"
detectedLang"en"
heavyLang"en"
scores
en0.8174576833720545
tl0.5964783565663977
no0.5845921450151057
da0.5454545454545454
sv0.5045045045045045
cs0.49168207024029575
nl0.4731800766283525
pl0.4510978043912176
hr0.44612286002014095
sk0.434737923946557
de0.4300518134715026
yo0.41921858500527986
pt0.4186046511627907
ro0.40540540540540543
it0.3820224719101124
sq0.3699885452462772
is0.35370152761457113
ca0.3325242718446602
vi0.30730478589420657
hu0.28848641655886154
sl0.2763157894736842
fr0.2597577388963661
tr0.2109038737446198
lt0.20863309352517986
ms0.19708029197080293
az0.19472913616398244
lv0.19472913616398244
es0.1935483870967742
et0.1863905325443787
be0.11290322580645161
eu0.11290322580645161
fi0.10277324632952692
uk0.10277324632952692
reliabletrue
passestrue
4
name"Selvi"
dialogue"English? Nahi! Main... main Hindi mein baat karti hoon. Aap... aap police hain? Kya main giraftar hoon? Main kuch galat nahi kiya!"
detectedLang"tl"
heavyLang"tl"
scores
tl0.5283018867924528
en0.45754716981132076
ro0.44870565675934804
eu0.4465832531280077
it0.4390243902439025
sv0.4346116027531956
de0.4209466263846928
ms0.4072164948453608
tr0.40290758047767394
et0.40166493236212286
fr0.36252771618625274
hr0.34210526315789475
no0.34210526315789475
da0.3413516609392898
sq0.34059633027522934
lt0.3004866180048662
cs0.2953431372549019
lv0.28393524283935245
sl0.2776381909547738
sk0.2730720606826802
is0.23435419440745675
es0.20798898071625344
ca0.203601108033241
pl0.203601108033241
fi0.1991643454038997
az0.18899858956276447
nl0.13010590015128592
hi0.11944869831546708
hu0.11538461538461538
pt0.10852713178294573
reliablefalse
passesfalse
5
name"Hunter"
dialogue"Okay, calm down. I can see you're upset. Just... take a breath. I'm not here to hurt you."
detectedLang"en"
heavyLang"en"
scores
en0.7891566265060241
tl0.5995423340961099
cs0.4593202883625128
ca0.4491080797481637
et0.4312026002166848
hr0.4114349775784753
pl0.41077441077441074
yo0.3951612903225807
sk0.38882421420256114
no0.38162544169611307
da0.375
sq0.36823104693140796
sv0.36594202898550726
tr0.3651753325272068
sl0.35503685503685506
lv0.3269230769230769
lt0.3217054263565891
it0.3137254901960784
ro0.3037135278514589
hu0.2981283422459893
az0.2857142857142857
fi0.24242424242424243
pt0.21052631578947367
is0.2081447963800905
vi0.20212765957446807
es0.2009132420091324
fr0.1822429906542056
be0.11764705882352942
eu0.11764705882352942
nl0.11764705882352942
de0.11317567567567569
ms0.10714285714285714
uk0.10714285714285714
reliabletrue
passestrue
6
name"Selvi"
dialogue"Dard? Nahi, nahi! Main dar gayi thi! Wahan pe... andhere mein... kuch tha. Maine camera se dekha. Bahut bada tha. Police... police ko bolo ki mujhe bachao!"
detectedLang"ro"
heavyLang"vi"
scores
ro0.518107476635514
en0.4383934649421375
fr0.4380108991825613
tl0.4148936170212766
de0.4128113879003558
sl0.40987124463519314
eu0.38109527381845465
sq0.37452615617892343
ms0.3702290076335878
yo0.36733128834355827
fi0.3462757527733756
it0.3378812199036918
es0.3248772504091653
cs0.27821522309711283
lt0.27184466019417475
hr0.2673179396092362
sk0.2673179396092362
lv0.26666666666666666
pt0.25474254742547425
ca0.24657534246575344
sv0.23752310536044363
et0.233983286908078
az0.21875
hu0.19196865817825662
da0.1807348560079444
tr0.1758241758241758
no0.16582406471183014
nl0.1641337386018237
vi0.15816326530612246
pl0.09638554216867469
reliablefalse
passesfalse
7
name"Hunter"
dialogue"Camera? You keep pointing at the camera. Did you see something? Did you take a picture?"
detectedLang"en"
heavyLang"en"
scores
en0.8176661264181524
tl0.7142857142857143
ro0.5351239669421488
it0.5322245322245323
fr0.5207667731629393
no0.4724501758499414
da0.4712103407755582
ms0.45913461538461536
nl0.42455242966751916
es0.40711462450592883
sv0.402390438247012
yo0.39759036144578314
de0.39189189189189183
pt0.3877551020408163
hr0.3706293706293706
sl0.3553008595988539
ca0.34593023255813954
et0.34114202049780384
sq0.3293591654247392
cs0.3181818181818182
pl0.30448222565687794
lt0.27184466019417475
hu0.25742574257425743
is0.25
sk0.22413793103448276
tr0.14611005692599618
az0.1346153846153846
eu0.1346153846153846
lv0.1346153846153846
vi0.1346153846153846
fi0.12280701754385964
reliabletrue
passestrue
8
name"Selvi"
dialogue"Yahan dekho! Yeh... yeh peechhe hai! Ped ke peeche! Main dar ke bhag gayi!"
detectedLang"ms"
heavyLang"ber"
scores
ms0.4257274119448699
ro0.3832236842105263
vi0.2951127819548872
tl0.258893280632411
lt0.251497005988024
cs0.21548117154811713
it0.21052631578947367
en0.20886075949367086
es0.19871794871794873
pt0.19871794871794873
fi0.19006479481641467
fr0.19006479481641467
yo0.19006479481641467
de0.17218543046357618
reliablefalse
passesfalse
9
name"Hunter"
dialogue"Whoa, okay. I see the camera. I can't read the screen while you're shaking it like that. Listen, I need you to stay put. I'm going to get someone who can translate. Don't move."
detectedLang"en"
heavyLang"en"
scores
en0.8118953780007165
tl0.5495495495495496
no0.47526236881559225
hr0.3609251369446135
sv0.3609251369446135
da0.3462017434620174
nl0.3379571248423708
es0.31906614785992216
ro0.31282722513089006
it0.30921052631578944
cs0.29340511440107675
sq0.29197572488199597
et0.29101958136394335
lv0.28765264586160105
yo0.2793411118737131
de0.27835051546391754
pl0.27486187845303867
ca0.27184466019417475
fr0.2595204513399154
sk0.2369186046511628
is0.22451994091580502
pt0.21758569299552907
tr0.2087415222305953
fi0.20574886535552195
sl0.18541505042668738
lt0.1822429906542056
ms0.16600476568705322
az0.15932746196957567
eu0.14910858995137766
vi0.1257285595337219
hu0.12280701754385964
be0.0625
uk0.05660377358490566
reliabletrue
passestrue
10
name"Selvi"
dialogue"Translate? Kya? Aap kahan ja rahe hain? Mujhe akela mat chodiye! Yahan... yahan kuch galat hai. Mehsoos hota hai."
detectedLang"tl"
heavyLang"tl"
scores
tl0.48218724109362054
ms0.35765673175745116
ro0.3372216330858961
sk0.3315508021390375
et0.3154435925520263
sv0.3124312431243124
en0.30089485458612975
tr0.2961711711711712
ca0.29298642533936653
lv0.29218573046432617
pl0.28489702517162474
vi0.2816091954022989
fi0.27829099307159355
it0.27578215527230593
no0.2541766109785203
eu0.24698795180722888
de0.19871794871794873
cs0.19665809768637532
es0.19665809768637532
sq0.19041450777202074
da0.18619791666666666
lt0.18513689700130379
sl0.1819371727748691
hr0.18086500655307994
is0.11847672778561354
fr0.11347517730496455
pt0.11347517730496455
yo0.10714285714285714
nl0.09156976744186046
az0.08625730994152046
reliablefalse
passesfalse
11
name"Hunter"
dialogue"I have to go. Stay here. Do not leave town. Understand?"
detectedLang"en"
heavyLang"en"
scores
en0.8230535894843277
da0.6637848222862631
pl0.6276595744680852
no0.611542730299667
cs0.5641344956413449
sk0.5483870967741935
tl0.5257452574525745
yo0.5198902606310014
hr0.5172413793103449
sq0.500713266761769
sv0.4992846924177396
sl0.4077834179357022
de0.3554327808471455
lv0.34579439252336447
nl0.3371212121212121
vi0.3320610687022901
lt0.3230174081237911
ro0.31906614785992216
pt0.308300395256917
tr0.29718875502008035
ca0.2827868852459016
is0.2813141683778234
it0.24731182795698922
be0.16666666666666666
hu0.1606714628297362
az0.15254237288135594
et0.15254237288135594
uk0.15254237288135594
reliabletrue
passestrue
12
name"Selvi"
dialogue"Ja rahe hain? Lekin... lekin main dar lag raha hoon! Aap nahi ja sakte! Picture dekho!"
detectedLang"eu"
heavyLang"tl"
scores
eu0.5
de0.4742990654205608
sq0.42084942084942084
et0.39597315436241615
en0.3943472409152086
fi0.35437589670014347
ro0.31402439024390244
fr0.30769230769230765
nl0.2822966507177033
no0.27884615384615385
sv0.27184466019417475
sl0.26229508196721313
tl0.2598684210526316
da0.25742574257425743
yo0.24496644295302009
lt0.21875
lv0.20353982300884957
ca0.1949910554561717
es0.1712707182320442
pt0.1712707182320442
is0.16356877323420074
hr0.16044776119402984
it0.16044776119402984
sk0.15730337078651685
pl0.15094339622641512
reliablefalse
passesfalse
13
name"Hunter"
dialogue"I'll be back."
detectedLang"en"
heavyLang"en"
scores
en0.7857142857142857
hu0.609375
lt0.5989304812834225
yo0.5945945945945946
tl0.5714285714285714
reliabletrue
passestrue
14
name"Selvi"
dialogue"Aap wapas aaoge? Promise? Please... mera koi yahan dost nahi hai."
detectedLang"en"
heavyLang"tl"
scores
en0.5
tl0.42363112391930835
cs0.3893129770992366
ro0.38176197836166925
ms0.32998324958123953
pt0.30434782608695654
es0.2982456140350877
it0.2945326278659612
eu0.2920353982300885
vi0.28186714542190305
et0.250936329588015
sv0.2079207920792079
fi0.18032786885245902
hr0.17184265010351968
sl0.14893617021276595
ca0.14346895074946467
fr0.14346895074946467
pl0.13606911447084233
de0.12854030501089325
nl0.12854030501089325
sq0.12854030501089325
reliablefalse
passesfalse
15
name"Hunter"
dialogue"Yeah, yeah. Just... sit tight."
detectedLang"en"
heavyLang"en"
scores
en0.6518105849582173
da0.6200607902735562
no0.5819397993311036
et0.44933920704845814
sv0.44933920704845814
tl0.4469026548672566
ca0.3811881188118812
de0.3718592964824121
fr0.3718592964824121
yo0.3718592964824121
reliabletrue
passestrue
16
name"Selvi"
dialogue"Bhagwan, mujhe bacha le. Yeh kya ho raha hai?"
detectedLang"it"
heavyLang"ber"
scores
it0.5391705069124424
fr0.358974358974359
vi0.3435448577680525
et0.3197278911564626
yo0.2890995260663507
ca0.2857142857142857
es0.2840095465393795
sl0.2805755395683453
ro0.2753623188405797
no0.27007299270072993
sk0.27007299270072993
cs0.26108374384236455
tl0.25925925925925924
hu0.24623115577889448
reliablefalse
passesfalse